Fix spelling

graphcore-research · Sep 30, 2024 · 011c8a2 · 011c8a2
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Showing 1 changed file with 2 additions and 2 deletions.
diff --git a/_posts/papers-of-the-month/2024-09/2024-09-30-proper-conditioning.md b/_posts/papers-of-the-month/2024-09/2024-09-30-proper-conditioning.md
@@ -22,10 +22,10 @@ We're pleased to share four papers from different domains: LLM self-correction,
 
 1. DeepMind researchers explain how _conditioning on the wrong distribution_ during supervised fine-tuning for self-correction is harmful but can be overcome using RL.
 2. A novel Smooth-SwiGLU activation _"conditions" the numerics_ by inserting a scaling factor in just the right place, preventing late-training instability in FP8.
-3. The GenMS architecture generates crystal structures for materials _conditions on high-level textual and low-level structural information_ for high-quality generation.
+3. The GenMS architecture that generates crystal structures for materials _conditions on high-level textual and low-level structural information_ for high-quality generation.
 4. SOAP is an evolution of Shampoo, with conditioners in the name and _preconditioners forming the eigenbasis_ for optimisation.
 
-You can be the judge of how tenuous the connection is, but I'd encourage you to check out the summaries first or despite this.
+You can be the judge of how tenuous the connection is, but we'd encourage you to check out the summaries first or despite this.
 
 _I hope you enjoy these as much as we did. Tell us we're wrong; tell us we're right [@GCResearchTeam](https://x.com/GCResearchTeam)._